{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.stats import gaussian_kde\n",
    "\n",
    "def show_ave_cn(data1,data2,dataset_name,axvline = 3):\n",
    "    density = gaussian_kde(data1)\n",
    "    x = np.linspace(min(data1), max(data1), 100)\n",
    "    y = density(x)\n",
    "\n",
    "    plt.plot(x, y,label = 'Non connected node pairs',c = 'red')\n",
    "\n",
    "    density = gaussian_kde(data2)\n",
    "    x = np.linspace(min(data2), max(data2), 100)\n",
    "    y = density(x)\n",
    "\n",
    "    plt.plot(x, y, label = 'Connected node pairs',c = 'green')\n",
    "    plt.axvline(x=axvline, color='blue', linestyle='--',label = 'x = ' + str(axvline))\n",
    "    plt.ylim(0,2)\n",
    "    plt.xlabel('Average common nodes')\n",
    "    plt.ylabel('Probability Density')\n",
    "    plt.title(dataset_name)\n",
    "\n",
    "    plt.legend()\n",
    "\n",
    "    plt.savefig(\"../result/xy/ave_cn_\" + dataset_name +  \".png\", dpi=300)\n",
    "    plt.savefig(\"../result/xy/ave_cn\" + dataset_name +  \".pdf\")\n",
    "\n",
    "    plt.savefig(\"../result/xy/ave_cn\" + dataset_name +  \".eps\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acvlines = [3,2.7,2.6,3.2,2.9,3.2]\n",
    "datasets = ['S. pombe','C. elegans','S. cerevisiae','A. thaliana','D. Melanogaster','HuRI']\n",
    "datasets_name = ['S. pombe','C. elegans','S. cerevisiae','A. thaliana','D. melanogaster','H. sapiens']\n",
    "for i in range(6):\n",
    "    x1 = []\n",
    "    x2 = []\n",
    "    dataset = datasets[i]\n",
    "    filename = 'D:/code/edit/c++/SMS_new/temp/' + dataset + '_cn_and_edges_density.txt'  # 文件名\n",
    "    # 按行读取数据\n",
    "    with open(filename, 'r') as file:\n",
    "        lines = file.readlines()\n",
    "        for line in lines:\n",
    "            w = line.strip().split(\",\")\n",
    "            # print(w)\n",
    "            if len(w) != 3:\n",
    "                continue\n",
    "            if int(w[2]) == 0:\n",
    "                x1.append(float(w[0]))\n",
    "            else:\n",
    "                x2.append(float(w[0]))\n",
    "\n",
    "    show_ave_cn(x1,x2,datasets_name[i],acvlines[i])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
